{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Hikyuu 交互式工具示例\n",
    "=============="
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1、引入交互式工具\n",
    "-----------------\n",
    "需从hikyuu.interactive引入，而不是直接从hikyuu库中引入（hikyuu是一个库，可用于编制其他的工具，而hikyuu.interactive.interactive是基于hikyuu库实现的交互式探索工具）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2024-04-02 13:40:04,206 [INFO] hikyuu version: 1.3.5_202404021336_RELEASE_windows_x64 [<module>] (D:\\workspace\\hikyuu\\hikyuu\\__init__.py:91) [hikyuu::hku_info]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2024-04-02 13:40:04.592 [HKU-I] - Using MYSQL BaseInfoDriver (BaseInfoDriver.cpp:58)\n",
      "2024-04-02 13:40:04.614 [HKU-I] - Loading market information... (StockManager.cpp:532)\n",
      "2024-04-02 13:40:04.626 [HKU-I] - Loading stock type information... (StockManager.cpp:545)\n",
      "2024-04-02 13:40:04.639 [HKU-I] - Loading stock information... (StockManager.cpp:460)\n",
      "2024-04-02 13:40:04.800 [HKU-I] - Loading stock weight... (StockManager.cpp:562)\n",
      "2024-04-02 13:40:05.926 [HKU-I] - Loading KData... (StockManager.cpp:133)\n",
      "2024-04-02 13:40:06.602 [HKU-I] - Preloading all day kdata to buffer! (StockManager.cpp:171)\n",
      "2024-04-02 13:40:06.603 [HKU-I] - Preloading all week kdata to buffer! (StockManager.cpp:174)\n",
      "2024-04-02 13:40:06.603 [HKU-I] - Preloading all month kdata to buffer! (StockManager.cpp:177)\n",
      "2024-04-02 13:40:06.607 [HKU-I] - 0.68s Loaded Data. (StockManager.cpp:150)\n",
      "CPU times: total: 203 ms\n",
      "Wall time: 2.84 s\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "%time from hikyuu.interactive import *\n",
    "#use_draw_engine('echarts') #use_draw_engine('matplotlib')  #默认为'matplotlib'绘图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2、创建交易系统并运行\n",
    "--------------------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#创建模拟交易账户进行回测，初始资金30万\n",
    "my_tm = crtTM(init_cash = 300000)\n",
    "\n",
    "#创建信号指示器（以5日EMA为快线，5日EMA自身的10日EMA作为慢线，快线向上穿越慢线时买入，反之卖出）\n",
    "my_sg = SG_Flex(EMA(C, n=5), slow_n=10)\n",
    "\n",
    "#固定每次买入1000股\n",
    "my_mm = MM_FixedCount(1000)\n",
    "\n",
    "#创建交易系统并运行\n",
    "sys = SYS_Simple(tm = my_tm, sg = my_sg, mm = my_mm)\n",
    "sys.run(sm['sz000001'], Query(-150))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "3、绘制曲线观察\n",
    "---------------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#绘制系统信号\n",
    "sys.plot()\n",
    "\n",
    "k = sm['sz000001'].get_kdata(Query(-150))\n",
    "c = CLOSE(k)\n",
    "fast = EMA(c, 5)\n",
    "slow = EMA(fast, 10)\n",
    "\n",
    "#绘制信号指示器使用两个指标\n",
    "fast.plot(new=False)\n",
    "slow.plot(new=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "4、绘制资金收益曲线\n",
    "---------------------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#绘制资金收益曲线\n",
    "x = my_tm.get_profit_curve(k.get_datetime_list(), Query.DAY)\n",
    "x = PRICELIST(x)\n",
    "x.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "5、回测统计报告\n",
    "----------------------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "帐户初始金额: 300000.00\n",
      "累计投入本金: 300000.00\n",
      "累计投入资产: 0.00\n",
      "累计借入现金: 0.00\n",
      "累计借入资产: 0.00\n",
      "累计红利: 0.00\n",
      "现金余额: 289640.00\n",
      "未平仓头寸净值: 10640.00\n",
      "当前总资产: 300280.00\n",
      "已平仓交易总成本: 0.00\n",
      "已平仓净利润总额: 200.00\n",
      "单笔交易最大占用现金比例%: 3.83\n",
      "交易平均占用现金比例%: 3.40\n",
      "已平仓帐户收益率%: 0.07\n",
      "帐户年复合收益率%: 0.16\n",
      "帐户平均年收益率%: 0.16\n",
      "赢利交易赢利总额: 1220.00\n",
      "亏损交易亏损总额: -1020.00\n",
      "已平仓交易总数: 6.00\n",
      "赢利交易数: 1.00\n",
      "亏损交易数: 5.00\n",
      "赢利交易比例%: 16.67\n",
      "赢利期望值: 33.33\n",
      "赢利交易平均赢利: 1220.00\n",
      "亏损交易平均亏损: -204.00\n",
      "平均赢利/平均亏损比例: 5.98\n",
      "净赢利/亏损比例: 1.20\n",
      "最大单笔赢利: 1220.00\n",
      "最大单笔盈利百分比%: 13.08\n",
      "最大单笔亏损: -320.00\n",
      "最大单笔亏损百分比%: -3.40\n",
      "赢利交易平均持仓时间: 50.00\n",
      "赢利交易最大持仓时间: 50.00\n",
      "亏损交易平均持仓时间: 5.20\n",
      "亏损交易最大持仓时间: 7.00\n",
      "空仓总时间: 135.00\n",
      "空仓时间/总时间%: 63.00\n",
      "平均空仓时间: 22.00\n",
      "最长空仓时间: 57.00\n",
      "最大连续赢利笔数: 1.00\n",
      "最大连续亏损笔数: 1.00\n",
      "最大连续赢利金额: 1220.00\n",
      "最大连续亏损金额: -810.00\n",
      "R乘数期望值: 0.00\n",
      "交易机会频率/年: 10.43\n",
      "年度期望R乘数: 0.00\n",
      "赢利交易平均R乘数: 0.13\n",
      "亏损交易平均R乘数: -0.02\n",
      "最大单笔赢利R乘数: 0.13\n",
      "最大单笔亏损R乘数: -0.03\n",
      "最大连续赢利R乘数: 0.13\n",
      "最大连续亏损R乘数: -0.08\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#回测统计\n",
    "from datetime import datetime\n",
    "\n",
    "per = Performance()\n",
    "print(per.report(my_tm, Datetime(datetime.today())))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "6、关于性能\n",
    "---------------\n",
    "\n",
    "经常有人问到性能问题，下面这段的代码使用之前的系统示例，遍历指定板块的所有股票，计算他们的“盈利交易比例%”（即胜率）。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def test_func(stock, query):\n",
    "    \"\"\"计算指定stock的系统策略胜率，系统策略为之前的简单双均线交叉系统（每次固定买入100股）\n",
    "    \"\"\"\n",
    "    #创建模拟交易账户进行回测，初始资金30万\n",
    "    my_tm = crtTM(init_cash = 1000000)\n",
    "\n",
    "    #创建信号指示器（以5日EMA为快线，5日EMA自身的10日EMA作为慢线，快线向上穿越慢线时买入，反之卖出）\n",
    "    my_sg = SG_Flex(EMA(C, n=5), slow_n=10)\n",
    "\n",
    "    #固定每次买入1000股\n",
    "    my_mm = MM_FixedCount(100)\n",
    "\n",
    "    #创建交易系统并运行\n",
    "    sys = SYS_Simple(tm = my_tm, sg = my_sg, mm = my_mm)\n",
    "    sys.run(stock, query)\n",
    "    \n",
    "    per = Performance()\n",
    "    per.statistics(my_tm, Datetime(datetime.today()))\n",
    "    return per[\"赢利交易比例%\".encode('gb2312')]\n",
    "\n",
    "def total_func(blk, query):\n",
    "    \"\"\"遍历指定板块的所有的股票，计算系统胜率\"\"\"\n",
    "    result = {}\n",
    "    for s in blk:\n",
    "        if s.valid and s.type != constant.STOCKTYPE_INDEX:\n",
    "            result[s.name] = test_func(s, query)\n",
    "    return result"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "遍历所有当前有效且并非指数的证券。下面是我的机器执行结果，共计算4151支证券，最近500个交易日，共耗时2.89秒。机器配置：Intel i7-4700HQ 2.G。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: total: 469 ms\n",
      "Wall time: 1.86 s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "6412"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%time a = total_func(sm, Query(-500))\n",
    "len(a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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